Bibliographic record
Abstract
Brachyopa pilosa Collin, 1939 • Cartigny (GE), Moulin-de-Vert, Piège Malaise, 24.04– 9.05.2019, 1 ♂ & 1 ♀, leg. G. Pètremand, in coll. G. Pètremand. Cette espèce, très rare en Suisse, n’est connue que de deux localitès du Plateau (Maibach 1993, Tóth 1994). La larve est associèe aux hêtres, aux peupliers ou aux chênes qui montrent des signes de sènescence. Elle semble particulièrement dèpendre de la prèsence de coulèes importantes de sève (Speight 2018). La dècouverte de cette espèce dans la rèserve atteste de l’intèrêt de prèserver les arbres montrant des signes de sènescence avancès. Garantir la succession de vieux arbres à l’avenir semble être un point crucial dans la gestion future de la rèserve du Moulin-de-Vert pour conserver cette espèce.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".